AI at the edge

(Unfortunately, this presentation is currently only available in German.)

In naher Zukunft wird KI zu unserem Alltag gehören. So werden selbstoptimierende Maschinen, Spracherkennung sowie diagnostizierende Medizingeräte uns täglich unterstützen. Die zugrunde liegenden Algorithmen sind extrem leistungsfähig aber auch leistungshungrig. Was steckt wirklich hinter der KI? Wie kann diese «at the edge», also eingebettet im Endgerät laufen, ohne Daten in der Cloud zu rechnen? In diesem Talk erklären David Gschwend und Florentin Marty, wie Ingenieure von SCS für Ihre Kunden erfolgreich KI in eingebettete Systeme packen.

Dieser Vortrag wurde am 9. Juni 2020 im Rahmen der Embedded Computing Conference 2020 mit dem “Audience Choice Award” ausgezeichnet.

You have an idea, a project or a problem you’d like to discuss? Get in touch with me now!

    Contact David Gschwend

    Protected by reCAPTCHA. The Google Privacy Policy and Terms of Service apply.

    Industrial applications require an increasing degree of trust and privacy protection. Proof of existence, of origination or of a consistent track record gain importance. Trusting the timestamps and the integrity of sensor data can be a crucial requirement, i.e. for using surveillance camera footage as evidence in court.

    SCS has set up an infrastructure that proves a concept to add trusted timestamps to sensor data based on a public blockchain. This allows to prove that (sensor) data has been captured at a specific point in time. Such a proof includes existence at certain time as well as prior inexistence, with a time precision of minutes. While it has previously been possible to prove that data existed before a certain point in time, this concept show a way to also prove that data only existed after
    a certain point in time.

    Please read our whitepaper:



    After a highly successful research- and demonstration project, the GridBox Technology is now being commercialized within the scope of a spin-off project. The company smart grid solutions AG (website), led by Martin von Euw, will take the technology to market maturity. Supercomputing Systems AG is the technology partner of the new company.

    Concerning this matter, read this press release:


    Zurich, 27th of September 2016

    Establishement of smart grid solutions AG:
    Spin-off of the largest Smart Grid demonstration project in Switzerland

    The project partners of GridBox, the largest smart grid demonstration project of Switzerland, have now established smart grid solutions AG. The company aims at the industrialization of an innovative grid management solution and its further development. Using the new platform smartbox, the pioneering GridBox technology as well as the acquired knowledge of the successful one-year-trial are being unified in one solution.

    Thus, smart grid solutions AG offers the distribution grid operators an intelligent and scalable solution, which is able to manage current and future technical challenges. Anton Gunzinger, entrepreneur and member of the board of directors of smart grid solutions AG, explains the use of the real time management systems as follows: “Due to the increase of decentralized producers, battery storage solutions and E-mobility, grid operators will face new challenges, or are already facing them. The smartbox is a tool to master these tasks and does not only serve one single purpose, but as a platform it supports a variety of tasks, services and business models of the grid operators.”

    The smartbox technology is the comprehensive platform for a modern distribution grid management. As a coordinated and spread solution it guarantees for a safe yet economic network operation. Thereby the smartbox covers a multitude of requirements. Applications like fault detection- and localization, extended network monitoring, support of the asset management, prosumer-applications as well as market functions, featuring real time characteristics are being unified on just one platform.


    By applying this generic approach, smart grid solutions AG offers a flexible and scalable measuring-, communications-, and control platform, which allows for a rapid implementation of new business models and therefore already has the answers for tomorrow’s challenges.

    For more information please contact:
    Martin von Euw
    Geschäftsführer smart grid solutions AG
    Phone +41 43 543 64 32
    Mobil +41 79 230 88 58

    Press Release (PDF) from 27.9.2016

    In collaboration with BKW, ewz and Bacher Energie AG, as well as co-financed by the Federal Office of Energy (FOE), SCS AG has successfully fulfilled the GridBox measurement and demonstration campaigns by March 2016. The GridBox project demonstrated a real-world instance of a full featured smart grid concept. Two distribution grid regions were equipped with almost 150 Gridbox devices: an urban quarter of the city of Zurich as well as an alpine region around Bern (Kiental). The development comprised of the measurement and control box, the communication infrastructure, the central intelligence software as well as data archive and analysis tools. A large number of research campaigns have been conducted on the GridBox platform for more than a year of full operation.


    The primary results of the project are:

    • Demonstration of the feasibility of a real-time management platform for the distribution grid (low- and medium-voltage levels)
    • Development and demonstration of an advances real-time state estimation for distribution grids
    • Topology detection based on pure grid measurement data (calculation of the grid graph and identification of electrical characteristics)
    • Demonstration of a real-time optimization of the distribution grid state by influencing loads and infeed:
      • In households: control of water heaters, heat pumps and solar inverters (P and Q)
      • Within the grid: Control of a large grid battery (500kWh)
    • Recording of detailed grid measurement data in a specific archive: 150 measurement points, 1 Hz, including PMU-information
    • Evaluation of PMU functionality in the distribution grid

    Box_open_Rogos_fadedPicture 1: Project-specific GridBox hardware for installation into households, distribution cabins and transformer stations. The box measures voltages and currents (12kHz resolution) with GPS-synchronized phasor information. The measurement data is preprocessed and communicated to a central data processing unit once per second. The box allows the control of flexibilities such as water heaters, heat pumps, solar infeed, batteries, e-mobility etc.


    Picture 2 : The GridBox cockpit is a live visualization of the grid state, showing real-time measurement data, state estimation output and optimizer control information. The measurement data archive is just one click away.

    The core team at SCS encompassed ca. 7 engineers. The full project team including partners amounted to about 35 people including developers, data analysts, installation personnel, IT personnel and project management. We highly esteem their active contributions and commitment in order to bring this project to a successful finish.

    GridBox will live on – commercialization is planned.

    In cooperation with BKW (Berne), ewz (Zurich) and BEAG (Baden), Supercomputing Systems AG develops a holistic smart grid platform that will help to make distribution grids future-proof:

    The electrical energy system is undergoing fundamental changes. Efforts to decentralize the system that is historically based on central energy generation and top-down distribution. Large power stations might be replaced by many local energy generation units like PV, water power, wind power etc. In addition, regulatory requirements are changing and energy markets see new rules of the game. All these transformations have an impact on the electrical distribution grid which will have to be more dynamic, less cost-intensive and more intelligent in the future.

    GridBox is a generic platform for the intelligent grid of the future: Distributed measurement and control devices (intelligent PMUs, phasor measurement units)  collect data about the grid every second and communicate the grid state to a local master agent. The master agent implements algorithms for grid stability, grid monitoring, asset management aspects, market aspects etc. and takes control of the grid through a set of available actors such as PV inverters, electrical water boilers, batteries, e-car loading stations etc. The platform therefore is a real-time control system for the distribution grid.

    The GridBox platform enables additional applications such as power quality measurements, grid monitoring, virtual power plants, support at grid dimensioning, coordination of PV and batteries in homes, smart markets with real-time price signals etc.


    There are two real-world test regions: A rural grid in the Bernese Oberland (region of Kiental) including low- and mid-voltage grids and an urban test region within the city of Zurich. There are 150 devices installed in total and the project will also gather high-resultion grid measurement data throughout an entire year. Experiments and demonstrations will take place live.

    The present state of the system and the woring of the state estimator and the optimizer can be observed live through the GridBox cockpit:



    The project is co-funded by the Swiss Federal Office of Energy and runs until mid-2016.

    Presentation slides: PDF

    Contact: Stephan Moser

    Industry 4.0, Internet of Things, Cloud – all these terms are currently being discussed all over. However, most of the time, a common understanding is missing about the meaning of these terms and the way they are to be implemented in the industry. Also, the benefit for the customer is not always clear.

    During a recent round table of the forum “Laufenburger Talks”, Dr. Johannes Gassner was invited as an expert to talk about this topic.

    The article „Swiss KMU is ready – but the benefit is still unclear” was subsequently written about this roundtable and was published twice:

    • Article in the “Technische Rundschau”, the Swiss industry magazine
    • Article in the “Polyscope”, the magazine for electronics and automation

    The “Internet of Things”, abbreviated IoT, has the intention to equip many electrical appliances with the ability to communicate with each other via the internet. Industry 4.0 stands for the pooling of technology trends and a vision of the way the manufacturing business may look in the future.

    The „Laufenburger Talks“ offer a platform to discuss interesting, controversial and current topics among experts.

    Contact person at SCS
    Johannes Gassner

    Wir demonstrieren ein Entwicklungssystem für Stereo-Kamera-Fahrerassistenzsysteme auf der Basis des Zynq All Programmable SoC. Optimiert für die Entwicklung von Bildanalysealgorithmen demonstriert dieses System sowohl eine Bildentzerrung als auch die Berechnung des SGM Stereo um die Lage und den Abstand von Objekten abzubilden.

    Um mehr zu erfahren, besuchen Sie uns an der Embedded World in Nürnberg.
    Wir sind zu Gast am Xilinx-Stand 1-205.

    SGM Stereo on SCS Zynq Box